{"id":"W2610785053","doi":"10.1039/c7sm00623c","title":"Contrasting the dynamics of elastic and non-elastic deformations across an experimental colloidal Martensitic transition","year":2017,"lang":"en","type":"article","venue":"Soft Matter","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Orthorhombic crystal system; Tetragonal crystal system; Materials science; Martensite; Condensed matter physics; Diffusionless transformation; Particle (ecology); Displacement (psychology); Shear (geology); Affine transformation; Crystal structure; Crystallography; Classical mechanics; Physics; Chemistry; Mathematics; Geometry; Composite material; Microstructure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021598,0.000107482,0.0001499365,0.00001409783,0.0007149835,0.0003933956,0.0001879351,0.00004299653,0.0002024659],"category_scores_gemma":[0.00002113529,0.00007341178,0.00002512935,0.00001285916,0.0003280205,0.0004018135,0.00007201863,0.00004856318,0.0000491859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002013725,"about_ca_system_score_gemma":0.00001462211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001888712,"about_ca_topic_score_gemma":0.000127707,"domain_scores_codex":[0.9992937,0.000034367,0.0002105446,0.0001397167,0.0001154879,0.0002061304],"domain_scores_gemma":[0.9994774,0.00004180661,0.0001303175,0.0002520657,0.00005401204,0.00004435107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008235,0.00004139032,0.00125705,0.00009586142,0.00000761992,0.000002542137,0.00538039,0.0001890874,0.9925371,0.0002419829,0.00002845513,0.000136127],"study_design_scores_gemma":[0.002413094,0.0006315236,0.1942803,0.000370112,0.0001353548,0.0002099006,0.008522756,0.5036961,0.2872585,0.001608066,0.00003502944,0.0008391697],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935394,0.00001177711,0.005124778,0.0004292872,0.0003838647,0.0001624843,0.0001559443,0.00001513438,0.0001773223],"genre_scores_gemma":[0.9994505,8.491021e-7,0.0001889929,0.0001918406,0.00005337174,0.00001729252,0.00001541609,0.00001239887,0.00006933304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7052786,"threshold_uncertainty_score":0.5499147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094689273507022,"score_gpt":0.2514660638961199,"score_spread":0.2405191711610497,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}